Gaetan Lepage
136 lines
2.8 KiB
Nix
136 lines
2.8 KiB
Nix
{
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lib,
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config,
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stdenv,
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pkgs,
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buildPythonPackage,
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fetchPypi,
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# build-system
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scikit-build-core,
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# nativeBuildInputs
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cmake,
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ninja,
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pathspec,
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pyproject-metadata,
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writableTmpDirAsHomeHook,
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# buildInputs
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llvmPackages,
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boost,
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ocl-icd,
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opencl-headers,
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# dependencies
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numpy,
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scipy,
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# optional-dependencies
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cffi,
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dask,
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pandas,
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pyarrow,
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scikit-learn,
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# optionals: gpu
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gpuSupport ? stdenv.hostPlatform.isLinux && !cudaSupport,
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cudaSupport ? config.cudaSupport,
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cudaPackages,
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}:
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assert gpuSupport -> !cudaSupport;
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assert cudaSupport -> !gpuSupport;
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buildPythonPackage rec {
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inherit (pkgs.lightgbm)
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pname
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version
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patches
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;
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pyproject = true;
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src = fetchPypi {
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inherit pname version;
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hash = "sha256-yxxZcg61aTicC6dNFPUjUbVzr0ifIwAyocnzFPi6t/4=";
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};
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# Patch dll search path to fix proper discovery of lib_lightgbm.so
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# Exception: Cannot find lightgbm library file in following paths:
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# /nix/store/...-python3.13-lightgbm-4.6.0/lib/python3.13/site-packages/lib_lightgbm.so
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# /nix/store/...-python3.13-lightgbm-4.6.0/lib/python3.13/site-packages/lightgbm/bin/lib_lightgbm.so
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# /nix/store/...-python3.13-lightgbm-4.6.0/lib/python3.13/site-packages/lightgbm/lib/lib_lightgbm.so
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postPatch = ''
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substituteInPlace lightgbm/libpath.py \
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--replace-fail \
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'curr_path.parents[0] / "lib",' \
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'curr_path.parents[1] / "lib",'
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'';
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build-system = [
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scikit-build-core
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];
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nativeBuildInputs = [
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cmake
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ninja
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pathspec
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pyproject-metadata
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writableTmpDirAsHomeHook
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]
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++ lib.optionals cudaSupport [ cudaPackages.cuda_nvcc ];
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dontUseCmakeConfigure = true;
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buildInputs =
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(lib.optionals stdenv.cc.isClang [ llvmPackages.openmp ])
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++ (lib.optionals gpuSupport [
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boost
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ocl-icd
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opencl-headers
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])
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++ lib.optionals cudaSupport [
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cudaPackages.cuda_nvcc
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cudaPackages.cuda_cudart
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];
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dependencies = [
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numpy
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scipy
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];
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cmakeFlags = [
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(lib.cmakeBool "USE_GPU" gpuSupport)
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(lib.cmakeBool "USE_CUDA" cudaSupport)
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];
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optional-dependencies = {
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arrow = [
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cffi
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pyarrow
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];
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dask = [
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dask
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pandas
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]
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++ dask.optional-dependencies.array
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++ dask.optional-dependencies.dataframe
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++ dask.optional-dependencies.distributed;
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pandas = [ pandas ];
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scikit-learn = [ scikit-learn ];
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};
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# No python tests
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doCheck = false;
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pythonImportsCheck = [ "lightgbm" ];
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meta = {
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description = "Fast, distributed, high performance gradient boosting (GBDT, GBRT, GBM or MART) framework";
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homepage = "https://github.com/Microsoft/LightGBM";
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changelog = "https://github.com/microsoft/LightGBM/releases/tag/v${version}";
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license = lib.licenses.mit;
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maintainers = with lib.maintainers; [ teh ];
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};
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}
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